{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "KNN的原理：  \n",
    "https://windmising.gitbook.io/liu-yu-bo-play-with-machine-learning/di-si-zhangkjin-lin-suan-fa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import kNN\n",
    "import utils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一个简单的人造数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_X, train_y, test_X = utils.createDataSet()\n",
    "utils.plotData(train_X, train_y, test_X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expect Result: 绿点为类0，红点为类1，蓝点为待预测的点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kNN.classify0(test_X, train_X, train_y, 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expect Result: [1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dating Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "datingDataMat,datingLabels = utils.file2matrix('datingTestSet2.txt')  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expect Result:  \n",
    "\n",
    "书上此处有误，应使用datingTestSet2.txt，而不是datingTestSet.txt  \n",
    "datingDataMat.shape = [m, 3]  \n",
    "3个特征依次为：  \n",
    "0 - Frequent flier miles  \n",
    "1 - Percentage of time spent playing video games  \n",
    "2 - Liters of ice cream consumed weekly  \n",
    "datingLabels包含三个分类，label分别是1，2，3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.plotDatingData(datingDataMat,datingLabels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expect Result:  \n",
    "对datingDataMat的3个特征，任意取两个分别作为横纵坐标，按分类画出此图。\n",
    "\n",
    "从图中可以看书，datingDataMat的三个特征差别非常大，因此需要对数据做[归一化](https://windmising.gitbook.io/liu-yu-bo-play-with-machine-learning/di-si-zhangkjin-lin-suan-fa/4-7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ranges =  [9.1273000e+04 2.0919349e+01 1.6943610e+00]\n",
      "minVals =  [0.       0.       0.001156]\n"
     ]
    }
   ],
   "source": [
    "normMat, ranges, minVals = utils.autoNorm(datingDataMat)\n",
    "print (\"ranges = \", ranges)\n",
    "print (\"minVals = \", minVals)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expect Result:\n",
    "\n",
    "ranges =  [9.1273000e+04 2.0919349e+01 1.6943610e+00]  \n",
    "minVals =  [0.       0.       0.001156]  \n",
    "\n",
    "normMat中的数值全部在[0,1]范围内。  \n",
    "ranges分别为原始数据中三个特征的最大值最小值之差。  \n",
    "minVals分别为原始数据中三个特征的最小值。  \n",
    "ranges和minVals用于对新的样本做归一化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy =  0.95\n"
     ]
    }
   ],
   "source": [
    "testRatio = 0.1\n",
    "train_X, train_y, test_X, test_y = utils.splitTrainAndTest(normMat, datingLabels, testRatio) \n",
    "predict_y = kNN.classify0(test_X, train_X, train_y, 3)\n",
    "accuracy = utils.calculateAccuray(predict_y, test_y)\n",
    "print (\"accuracy = \", accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expect Result:  \n",
    "\n",
    "accuracy =  0.95\n",
    "\n",
    "全部数据中，前10%作为测试集，后10%作为训练集  \n",
    "test_y为测试集的真实标签，predict_y为测试集的预测标签"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对任意Dating数据的预测\n",
    "\n",
    "这段代码对自动化运行不友好，因此将其注释。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# datingDataMat,datingLabels = utils.file2matrix('datingTestSet2.txt')\n",
    "# normMat, ranges, minVals = utils.autoNorm(datingDataMat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# percentTats = float(input(\\\n",
    "#     \"percentage of time spent playing video games?\"))\n",
    "# ffMiles = float(input(\"frequent flier miles earned per year?\"))\n",
    "# iceCream = float(input(\"liters of ice cream consumed per year?\"))\n",
    "# inX = utils.preprocessForTestData(ffMiles, percentTats, iceCream, ranges, minVals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# classifierResult = kNN.classify0(inX,  # 对测试用例标准化\n",
    "#                                  normMat,                   # 使用标准化之后的样本\n",
    "#                                  datingLabels, 3)\n",
    "# print (\"You will probably like this person: \",utils.labelId2Text(classifierResult[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 手写数字识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_X, train_y = utils.downloadHandWritingData(\"trainingDigits\")\n",
    "test_X, test_y = utils.downloadHandWritingData(\"testDigits\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expect Result:  \n",
    "train_X, train_y分别为训练集的特征和标签。  \n",
    "test_X, test_y分别为测试集的特征和标签。  \n",
    "特征数据包含1024个特征，为图像的1024个像素值。  \n",
    "标签分为10个类别，分别是0-9。  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy =  0.9894291754756871\n"
     ]
    }
   ],
   "source": [
    "predict_y = kNN.classify0(test_X, train_X, train_y, 3)\n",
    "accuracy = utils.calculateAccuray(predict_y, test_y)\n",
    "print (\"accuracy = \", accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Expect Result:  \n",
    "accuracy =  0.9894291754756871"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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